{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zvq7nh6ejwu4","handle":"databricks-dbldatagen-mcp","url":"https://wellknown.network/agents/databricks-dbldatagen-mcp","links":{"self":"https://wellknown.network/agents/databricks-dbldatagen-mcp/record.json","html":"https://wellknown.network/agents/databricks-dbldatagen-mcp","markdown":"https://wellknown.network/agents/databricks-dbldatagen-mcp/record.md","api":"https://wellknown.network/api/v1/agents/databricks-dbldatagen-mcp","status":"https://wellknown.network/api/v1/agents/databricks-dbldatagen-mcp/status","claim":"https://wellknown.network/agents/databricks-dbldatagen-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/databricks-dbldatagen-mcp/claim.json","badge":"https://wellknown.network/agents/databricks-dbldatagen-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:databricks-dbldatagen-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"databricks-dbldatagen-mcp","summary":"Databricks MCP Server for Synthetic Data Generation with dbldatagen","description":"# Databricks dbldatagen MCP Server\n\nA Model Context Protocol (MCP) server for generating synthetic test data using [dbldatagen](https://github.com/databrickslabs/dbldatagen) on Databricks. Enables AI assistants to analyze source tables, generate realistic synthetic data, run SQL queries, and manage notebooks — all through natural language.\n\n## Features\n\n- **Schema Analysis** — Inspect column types, nullable flags, metadata, and detect primary keys\n- **Data Profiling** — Deep profiling including distributions, cardinality, null ratios, and pattern detection\n- **Synthetic Data Generation** — Content-aware generation using dbldatagen DataAnalyzer with preserved columns, fixed values, and schema casting\n- **SQL Execution** — Run any SQL query on Databricks (SELECT, DESCRIBE, CREATE, etc.)\n- **Notebook Operations** — Import, sync, and export notebooks to/from Databricks workspace\n- **Windows Support** — Full Windows compatibility with optimized async handling\n\n## Architecture\n\n```\n┌────────────────────────────────────────────────────────────┐\n│                   AI Assistant (VS Code)                   │\n└───────────────────────────┬────────────────────────────────┘\n                            │ MCP Protocol (stdio)\n                            ▼\n┌────────────────────────────────────────────────────────────┐\n│            databricks-dbldatagen-mcp (FastMCP)             │\n│                                                            │\n│  tools/generate_data.py ────┐                              │\n│  tools/analyze_schema.py ───┤                              │\n│  tools/profile.py ──────────┼──► @mcp.tool decorators      │\n│  tools/sql.py ──────────────┤                              │\n│  tools/notebook_ops.py ─────┘                              │\n│                                                            │\n│  core/analyzer.py ──────────── DataProfiler                │\n│  auth.py ───────────────────── Authentication & caching    │\n│  identity.py ───────────────── User-agent t…","publisher":null,"homepage":"https://github.com/yourusername/databricks-dbldatagen-mcp#readme","repository":"https://github.com/yourusername/databricks-dbldatagen-mcp#readme","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["data-generation","databricks","dbldatagen","mcp","synthetic-data"],"pricing":null,"endpoints":[{"url":"pypi:databricks-dbldatagen-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"security.identity","name":"Identity & Access","confidence":1,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.733,"provenance":"derived"}],"categories":["data","security"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"databricks-dbldatagen-mcp","registry":"pypi","observedAt":"2026-09-09T13:22:13.009Z","publishedAt":"2026-04-01T10:15:20.361486Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"databricks-dbldatagen-mcp","url":"https://pypi.org/project/databricks-dbldatagen-mcp/","firstSeenAt":"2026-09-09T13:21:25.268Z","fetchedAt":"2026-09-09T13:21:25.268Z","normalizedAt":"2026-09-09T13:21:25.268Z"}]},"firstSeenAt":"2026-09-09T13:21:25.268Z","updatedAt":"2026-09-09T13:22:13.009Z"}